{"id":"W4416927938","doi":"10.2196/66513","title":"Developing a Data Trust Model (Not Only) for Sleep Research: Conceptual Study and Quantitative Survey","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep (system call); Conceptual model; Data collection; Conceptual framework; Survey data collection; Survey methodology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07739322,0.0005988666,0.0004890353,0.00365161,0.002962875,0.006231397,0.001431755,0.001649524,0.001227745],"category_scores_gemma":[0.08221386,0.0006795142,0.0008428278,0.00248381,0.005398314,0.01002041,0.005825174,0.002093622,0.0002364161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01088488,"about_ca_system_score_gemma":0.01259062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003201289,"about_ca_topic_score_gemma":0.003251657,"domain_scores_codex":[0.9287194,0.05762922,0.004702137,0.001984903,0.005569877,0.001394406],"domain_scores_gemma":[0.8853489,0.07926059,0.009722624,0.006046912,0.01568671,0.003934275],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003704689,0.002166858,0.2585309,0.00328406,0.0001388579,0.0009878509,0.4289005,0.00406146,0.005187231,0.1008703,0.004379027,0.1911227],"study_design_scores_gemma":[0.0002149938,0.00239513,0.09653915,0.004839219,0.0001977394,0.001985455,0.7158256,0.05336231,0.005024166,0.04915993,0.07015128,0.0003049894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7256725,0.0005274249,0.2420778,0.007771634,0.00006197116,0.008600808,0.0003961272,0.0001823427,0.01470937],"genre_scores_gemma":[0.8925032,0.0002349442,0.1027049,0.0003212777,0.000009551397,0.003573393,0.0001772125,0.0000225937,0.0004528821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9226068,"threshold_uncertainty_score":0.4092994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5019912039092225,"score_gpt":0.5258120860534661,"score_spread":0.0238208821442436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}